Pith Number

pith:AK53QFNG

pith:2026:AK53QFNGCKVFZJMPRLYMP5PVUM

not attested not anchored not stored refs pending

SAW: Stage-Aware Dynamic Weighting for Multi-Objective Reinforcement Learning in Large Language Models

Baolong Bi, Bolin Wan, Huaming Liao, Jiafeng Guo, Juan Chen, Shenghua Liu, Siqian Tong, Xueqi Cheng, Yuchen He, Yuyao Ge

arxiv:2606.07705 v1 · 2026-06-05 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AK53QFNGCKVFZJMPRLYMP5PVUM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-06-09T01:04:49.798047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02bbb815a612aa5ca58f8af0c7f5f5a32f518c5b728cfdf61a2a711ae175ac53

Aliases

arxiv: 2606.07705 · arxiv_version: 2606.07705v1 · doi: 10.48550/arxiv.2606.07705 · pith_short_12: AK53QFNGCKVF · pith_short_16: AK53QFNGCKVFZJMP · pith_short_8: AK53QFNG

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/AK53QFNGCKVFZJMPRLYMP5PVUM \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 02bbb815a612aa5ca58f8af0c7f5f5a32f518c5b728cfdf61a2a711ae175ac53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5eae22ef2f6c1defbd29f76d73606ee9b8079cb6d42dcdc55c7d47bbca5c8fc7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-05T10:00:19Z",
    "title_canon_sha256": "d61a14e73fcca1dab14159bffbfc4fa0e20f3073d56eb82b7d1a548e7e8c65a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.07705",
    "kind": "arxiv",
    "version": 1
  }
}